Title: Airline Passenger Satisfaction Parameter Tuning

Authors: Maike Hucht, Jule Lang, Micahel Prendota, Deniz Terzioglu

Date: April 22, 2024

In this notebook, we’ll explore a dataset containing information about airline passengers and their satisfaction levels. We’ll preprocess the data, build a machine learning model and evaluate the performance.

Setup

# Load libraries
library(tidyverse)
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## ✔ lubridate 1.9.3     ✔ tidyr     1.3.1
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ptm <- proc.time()
library(ranger)
library(mlr)
## Lade nötiges Paket: ParamHelpers
## Warning message: 'mlr' is in 'maintenance-only' mode since July 2019.
## Future development will only happen in 'mlr3'
## (<https://mlr3.mlr-org.com>). Due to the focus on 'mlr3' there might be
## uncaught bugs meanwhile in {mlr} - please consider switching.
library(caret)
## Lade nötiges Paket: lattice
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## Attache Paket: 'caret'
## 
## Das folgende Objekt ist maskiert 'package:mlr':
## 
##     train
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##     lift
library(ggplot2)
library(plotly)
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## 
##     last_plot
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## 
##     layout

Data Loading and Preprocessing

Importing the data

data <- read.csv('./data/train.csv')
head(data)
##   X     id Gender     Customer.Type Age  Type.of.Travel    Class
## 1 0  70172   Male    Loyal Customer  13 Personal Travel Eco Plus
## 2 1   5047   Male disloyal Customer  25 Business travel Business
## 3 2 110028 Female    Loyal Customer  26 Business travel Business
## 4 3  24026 Female    Loyal Customer  25 Business travel Business
## 5 4 119299   Male    Loyal Customer  61 Business travel Business
## 6 5 111157 Female    Loyal Customer  26 Personal Travel      Eco
##   Flight.Distance Inflight.wifi.service Departure.Arrival.time.convenient
## 1             460                     3                                 4
## 2             235                     3                                 2
## 3            1142                     2                                 2
## 4             562                     2                                 5
## 5             214                     3                                 3
## 6            1180                     3                                 4
##   Ease.of.Online.booking Gate.location Food.and.drink Online.boarding
## 1                      3             1              5               3
## 2                      3             3              1               3
## 3                      2             2              5               5
## 4                      5             5              2               2
## 5                      3             3              4               5
## 6                      2             1              1               2
##   Seat.comfort Inflight.entertainment On.board.service Leg.room.service
## 1            5                      5                4                3
## 2            1                      1                1                5
## 3            5                      5                4                3
## 4            2                      2                2                5
## 5            5                      3                3                4
## 6            1                      1                3                4
##   Baggage.handling Checkin.service Inflight.service Cleanliness
## 1                4               4                5           5
## 2                3               1                4           1
## 3                4               4                4           5
## 4                3               1                4           2
## 5                4               3                3           3
## 6                4               4                4           1
##   Departure.Delay.in.Minutes Arrival.Delay.in.Minutes            satisfaction
## 1                         25                       18 neutral or dissatisfied
## 2                          1                        6 neutral or dissatisfied
## 3                          0                        0               satisfied
## 4                         11                        9 neutral or dissatisfied
## 5                          0                        0               satisfied
## 6                          0                        0 neutral or dissatisfied
summary(data)
##        X                id            Gender          Customer.Type     
##  Min.   :     0   Min.   :     1   Length:103904      Length:103904     
##  1st Qu.: 25976   1st Qu.: 32534   Class :character   Class :character  
##  Median : 51952   Median : 64857   Mode  :character   Mode  :character  
##  Mean   : 51952   Mean   : 64924                                        
##  3rd Qu.: 77927   3rd Qu.: 97368                                        
##  Max.   :103903   Max.   :129880                                        
##                                                                         
##       Age        Type.of.Travel        Class           Flight.Distance
##  Min.   : 7.00   Length:103904      Length:103904      Min.   :  31   
##  1st Qu.:27.00   Class :character   Class :character   1st Qu.: 414   
##  Median :40.00   Mode  :character   Mode  :character   Median : 843   
##  Mean   :39.38                                         Mean   :1189   
##  3rd Qu.:51.00                                         3rd Qu.:1743   
##  Max.   :85.00                                         Max.   :4983   
##                                                                       
##  Inflight.wifi.service Departure.Arrival.time.convenient Ease.of.Online.booking
##  Min.   :0.00          Min.   :0.00                      Min.   :0.000         
##  1st Qu.:2.00          1st Qu.:2.00                      1st Qu.:2.000         
##  Median :3.00          Median :3.00                      Median :3.000         
##  Mean   :2.73          Mean   :3.06                      Mean   :2.757         
##  3rd Qu.:4.00          3rd Qu.:4.00                      3rd Qu.:4.000         
##  Max.   :5.00          Max.   :5.00                      Max.   :5.000         
##                                                                                
##  Gate.location   Food.and.drink  Online.boarding  Seat.comfort  
##  Min.   :0.000   Min.   :0.000   Min.   :0.00    Min.   :0.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.00    1st Qu.:2.000  
##  Median :3.000   Median :3.000   Median :3.00    Median :4.000  
##  Mean   :2.977   Mean   :3.202   Mean   :3.25    Mean   :3.439  
##  3rd Qu.:4.000   3rd Qu.:4.000   3rd Qu.:4.00    3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.00    Max.   :5.000  
##                                                                 
##  Inflight.entertainment On.board.service Leg.room.service Baggage.handling
##  Min.   :0.000          Min.   :0.000    Min.   :0.000    Min.   :1.000   
##  1st Qu.:2.000          1st Qu.:2.000    1st Qu.:2.000    1st Qu.:3.000   
##  Median :4.000          Median :4.000    Median :4.000    Median :4.000   
##  Mean   :3.358          Mean   :3.382    Mean   :3.351    Mean   :3.632   
##  3rd Qu.:4.000          3rd Qu.:4.000    3rd Qu.:4.000    3rd Qu.:5.000   
##  Max.   :5.000          Max.   :5.000    Max.   :5.000    Max.   :5.000   
##                                                                           
##  Checkin.service Inflight.service  Cleanliness    Departure.Delay.in.Minutes
##  Min.   :0.000   Min.   :0.00     Min.   :0.000   Min.   :   0.00           
##  1st Qu.:3.000   1st Qu.:3.00     1st Qu.:2.000   1st Qu.:   0.00           
##  Median :3.000   Median :4.00     Median :3.000   Median :   0.00           
##  Mean   :3.304   Mean   :3.64     Mean   :3.286   Mean   :  14.82           
##  3rd Qu.:4.000   3rd Qu.:5.00     3rd Qu.:4.000   3rd Qu.:  12.00           
##  Max.   :5.000   Max.   :5.00     Max.   :5.000   Max.   :1592.00           
##                                                                             
##  Arrival.Delay.in.Minutes satisfaction      
##  Min.   :   0.00          Length:103904     
##  1st Qu.:   0.00          Class :character  
##  Median :   0.00          Mode  :character  
##  Mean   :  15.18                            
##  3rd Qu.:  13.00                            
##  Max.   :1584.00                            
##  NA's   :310
# Print the column names of the dataset
print(colnames(data))
##  [1] "X"                                 "id"                               
##  [3] "Gender"                            "Customer.Type"                    
##  [5] "Age"                               "Type.of.Travel"                   
##  [7] "Class"                             "Flight.Distance"                  
##  [9] "Inflight.wifi.service"             "Departure.Arrival.time.convenient"
## [11] "Ease.of.Online.booking"            "Gate.location"                    
## [13] "Food.and.drink"                    "Online.boarding"                  
## [15] "Seat.comfort"                      "Inflight.entertainment"           
## [17] "On.board.service"                  "Leg.room.service"                 
## [19] "Baggage.handling"                  "Checkin.service"                  
## [21] "Inflight.service"                  "Cleanliness"                      
## [23] "Departure.Delay.in.Minutes"        "Arrival.Delay.in.Minutes"         
## [25] "satisfaction"

Removing unwanted columns

data <- data %>% 
  select(-id)

Reporting the amount of missing data

# Anzahl der NA-Werte in der Spalte 'Arrival.Delay.in.Minutes' vor der Mutation
na_count <- sum(is.na(data$`Arrival.Delay.in.Minutes`))
print(na_count)
## [1] 310

Handling missing values

# Replace NA values with the mean of the column "Arrival.Delay.in.Minutes"
data <- data %>%
  mutate(`Arrival.Delay.in.Minutes` = if_else(
    is.na(`Arrival.Delay.in.Minutes`), 
    mean(`Arrival.Delay.in.Minutes`, na.rm = TRUE), 
    `Arrival.Delay.in.Minutes`
  ))

Encoding categorical variables

data$Gender <- ifelse(data$Gender == 'Male', 1, 0)
data$`Customer.Type` <- ifelse(data$`Customer.Type` == 'Loyal Customer', 1, 0)  # Correct column name
data$`Type.of.Travel` <- ifelse(data$`Type.of.Travel` == 'Business travel', 1, 0)  # Correct column name
data$Class <- ifelse(data$Class == 'Business', 1, ifelse(data$Class == 'Eco', 0, -1))
data$satisfaction <- ifelse(data$satisfaction == 'neutral or dissatisfied', 1, 0)
data$satisfaction <- factor(data$satisfaction)
train_data <- data

Applying the same steps to test data

test_data <- read.csv('./data/test.csv')

test_data <- test_data %>% 
  select(-id)

test_data <- test_data %>%
  mutate(`Arrival.Delay.in.Minutes` = if_else(
    is.na(`Arrival.Delay.in.Minutes`), 
    mean(`Arrival.Delay.in.Minutes`, na.rm = TRUE), 
    `Arrival.Delay.in.Minutes`
  ))
test_data$Gender <- ifelse(test_data$Gender == 'Male', 1, 0)
test_data$`Customer.Type` <- ifelse(test_data$`Customer.Type` == 'Loyal Customer', 1, 0)  # Correct column name
test_data$`Type.of.Travel` <- ifelse(test_data$`Type.of.Travel` == 'Business travel', 1, 0)  # Correct column name
test_data$Class <- ifelse(test_data$Class == 'Business', 1, ifelse(test_data$Class == 'Eco', 0, -1))
test_data$satisfaction <- ifelse(test_data$satisfaction == 'neutral or dissatisfied', 1, 0)


x_train <- train_data %>% 
  select(-satisfaction)
y_train <- train_data$satisfaction

x_test <- test_data %>% 
  select(-satisfaction)
y_test <- factor(test_data$satisfaction)

Model Building and Tuning on data

# Define task and learner
task <- makeClassifTask(id = "train_data",
                        data = train_data,
                        target = "satisfaction")

learner <- makeLearner("classif.ranger")

# Choose resampling strategy and define grid
rdesc <- makeResampleDesc("CV", iters = 5)
ps <- makeParamSet(
                   makeIntegerParam("mtry", lower = 3, upper = 4),
                   makeDiscreteParam("num.trees", 200),
                   makeDiscreteParam("respect.unordered.factors", values = c("ignore", "order", "partition"))
                   #makeDiscreteParam("replace", values = c("TRUE" = TRUE, "FALSE" = FALSE))
                   )

# Tune
res = tuneParams(learner, task, rdesc, par.set = ps,
           control = makeTuneControlGrid())
## [Tune] Started tuning learner classif.ranger for parameter set:
##                               Type len Def                 Constr Req Tunable
## mtry                       integer   -   -                 3 to 4   -    TRUE
## num.trees                 discrete   -   -                    200   -    TRUE
## respect.unordered.factors discrete   -   - ignore,order,partition   -    TRUE
##                           Trafo
## mtry                          -
## num.trees                     -
## respect.unordered.factors     -
## With control class: TuneControlGrid
## Imputation value: 1
## [Tune-x] 1: mtry=3; num.trees=200; respect.unordered.factors=ignore
## [Tune-y] 1: mmce.test.mean=0.0397771; time: 1.6 min
## [Tune-x] 2: mtry=4; num.trees=200; respect.unordered.factors=ignore
## [Tune-y] 2: mmce.test.mean=0.0376790; time: 1.6 min
## [Tune-x] 3: mtry=3; num.trees=200; respect.unordered.factors=order
## [Tune-y] 3: mmce.test.mean=0.0401332; time: 1.6 min
## [Tune-x] 4: mtry=4; num.trees=200; respect.unordered.factors=order
## [Tune-y] 4: mmce.test.mean=0.0379485; time: 1.7 min
## [Tune-x] 5: mtry=3; num.trees=200; respect.unordered.factors=partition
## [Tune-y] 5: mmce.test.mean=0.0398830; time: 1.5 min
## [Tune-x] 6: mtry=4; num.trees=200; respect.unordered.factors=partition
## [Tune-y] 6: mmce.test.mean=0.0376405; time: 1.7 min
## [Tune] Result: mtry=4; num.trees=200; respect.unordered.factors=partition : mmce.test.mean=0.0376405

Tuning Ergebnisse visualisieren 3 Hyperparameter

# Ergebnisse extrahieren
df <- as.data.frame(res$opt.path)

# Scatterplot-Matrix mit Größe der Punkte basierend auf MME erstellen
ggplot(df, aes(x = mtry, y = num.trees, color = respect.unordered.factors, size = mmce.test.mean)) +
  geom_point() +
  facet_grid(. ~ respect.unordered.factors) +
  labs(title = "Hyperparameter Visualisierung",
       x = "mtry", y = "num.trees",
       color = "respect.unordered.factors",
       size = "Mean Misclassification Error") +
  theme_minimal()

Tuning Ergebnisse visualisieren 2 Hyperparameter

# Ergebnisse extrahieren
df <- as.data.frame(res$opt.path)

# Plot der Ergebnisse als interaktiver 3D-Plot
plot_ly(data = df, x = ~mtry, y = ~num.trees, z = ~mmce.test.mean, type = "scatter3d", mode = "markers",
        marker = list(size = 5, color = ~mmce.test.mean, colorscale = "Viridis")) %>%
  layout(scene = list(xaxis = list(title = "mtry"), yaxis = list(title = "num.trees"), zaxis = list(title = "Mean Misclassification Error")))

Train on dataset (using best hyperparameters)

lrn = setHyperPars(makeLearner("classif.ranger"), par.vals = res$x)
Ranger_model = mlr::train(lrn, task)

print(Ranger_model)
## Model for learner.id=classif.ranger; learner.class=classif.ranger
## Trained on: task.id = train_data; obs = 103904; features = 23
## Hyperparameters: num.threads=1,verbose=FALSE,respect.unordered.factors=partition,mtry=4,num.trees=200
print(proc.time() - ptm)
##        User      System verstrichen 
##      155.59        1.09      605.23

Predict for our test set

Ranger_pred = getPredictionResponse(predict(Ranger_model, newdata = x_test))
Ranger_pred
##     [1] 0 0 1 0 1 0 0 0 0 0 1 1 0 0 0 1 1 0 1 0 0 1 1 0 1 1 0 0 0 0 1 0 1 1 0 1
##    [37] 0 0 0 1 1 0 1 0 1 0 0 1 0 1 1 0 1 1 0 1 0 1 1 1 0 1 1 0 0 1 1 1 0 0 1 1
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##   [109] 1 0 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 1 1 1 0 0 1 1 1 0 0 1 1 0 1 1 1 0 1 0
##   [145] 0 1 0 0 1 1 0 0 0 1 0 0 1 1 0 0 0 1 1 0 1 0 1 1 0 0 0 0 1 0 0 1 0 1 1 1
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## Levels: 0 1
# Convert both to factors ensuring they have the same levels
levels_set <- union(levels(y_test), levels(Ranger_pred))

y_test <- factor(y_test, levels = levels_set)
task.pred <- factor(Ranger_pred, levels = levels_set)

Evaluating model performance

acc_ranger <- confusionMatrix(Ranger_pred, y_test)$overall['Accuracy']
acc_ranger
##  Accuracy 
## 0.9626963
precision_ranger <- confusionMatrix(Ranger_pred, y_test)$byClass['Precision']
precision_ranger
## Precision 
## 0.9715293
recall <- confusionMatrix(Ranger_pred, y_test)$byClass['Recall']

recall
##    Recall 
## 0.9426467
f1_score <- confusionMatrix(Ranger_pred, y_test)$byClass['F1']
f1_score
##        F1 
## 0.9568701
sensitivity <- confusionMatrix(Ranger_pred, y_test)$byClass['Sensitivity']
sensitivity
## Sensitivity 
##   0.9426467
specificity <- confusionMatrix(Ranger_pred, y_test)$byClass['Specificity']
specificity
## Specificity 
##   0.9783847
kappa <- confusionMatrix(Ranger_pred, y_test)$overall['Kappa']
kappa
##     Kappa 
## 0.9240191
auc <- confusionMatrix(Ranger_pred, y_test)$byClass['AUC']
auc
## <NA> 
##   NA

Conclusion

You can copy this markdown content into a Jupyter notebook and execute it with the appropriate kernel (R kernel) to run the R code snippets. Let me know if you need further assistance!